Prepare Data for SVD Analysis

SVD

Loading svd file for columns-tempC-months-12_1_2

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 7.181983237755836e-15
Diff reconstruction: 0.26491844235568723

Average SVD Error

Dates to Concept - SVD_U

DatetimeIndex(['2016-12-01 00:00:00', '2016-12-01 03:00:00',
               '2016-12-01 06:00:00', '2016-12-01 09:00:00',
               '2016-12-01 12:00:00', '2016-12-01 15:00:00',
               '2016-12-01 18:00:00', '2016-12-01 21:00:00',
               '2016-12-02 00:00:00', '2016-12-02 03:00:00',
               ...
               '2021-02-27 18:00:00', '2021-02-27 21:00:00',
               '2021-02-28 00:00:00', '2021-02-28 03:00:00',
               '2021-02-28 06:00:00', '2021-02-28 09:00:00',
               '2021-02-28 12:00:00', '2021-02-28 15:00:00',
               '2021-02-28 18:00:00', '2021-02-28 21:00:00'],
              dtype='datetime64[ns]', length=3608, freq=None)

Towns to Concept - SVD_V

Singular Vector - SVD_S

'3171.0701176837033; 1199.8052980533746; 592.6345078780945; 317.68710649678724; 211.07620991232926; 172.31384986104848; 131.68184565642952; 105.18025339328648; 69.45379671688256; 58.08394469794145; 3.414480186302012e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13; 2.6793323057183327e-13'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 5800195 bytes to output/columns-tempC-months-12_1_2_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-tempC-months-12_1_2_svd_files/
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-12_1_2_svd_files
[NbConvertApp] Writing 65274 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7091110 bytes to output/columns-tempC-months-12_1_2_svd.pdf